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<li><a href="./">JavaScript for R</a></li>

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<li class="chapter" data-level="" data-path="index.html"><a href="index.html"><i class="fa fa-check"></i>Preface</a><ul>
<li class="chapter" data-level="" data-path="index.html"><a href="index.html#premise"><i class="fa fa-check"></i>Premise</a></li>
<li class="chapter" data-level="" data-path="index.html"><a href="index.html#book-structure"><i class="fa fa-check"></i>Book Structure</a></li>
<li class="chapter" data-level="" data-path="index.html"><a href="index.html#acknowledgement"><i class="fa fa-check"></i>Acknowledgement</a></li>
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<li class="part"><span><b>I Basics and Roadmap</b></span></li>
<li class="chapter" data-level="1" data-path="intro-overview.html"><a href="intro-overview.html"><i class="fa fa-check"></i><b>1</b> Overview</a><ul>
<li class="chapter" data-level="1.1" data-path="intro-overview.html"><a href="intro-overview.html#intro-overview-rationale"><i class="fa fa-check"></i><b>1.1</b> Rationale</a></li>
<li class="chapter" data-level="1.2" data-path="intro-overview.html"><a href="intro-overview.html#intro-methods"><i class="fa fa-check"></i><b>1.2</b> Methods</a><ul>
<li class="chapter" data-level="1.2.1" data-path="intro-overview.html"><a href="intro-overview.html#intro-v8"><i class="fa fa-check"></i><b>1.2.1</b> V8</a></li>
<li class="chapter" data-level="1.2.2" data-path="intro-overview.html"><a href="intro-overview.html#intro-htmlwidgets"><i class="fa fa-check"></i><b>1.2.2</b> htmlwidgets</a></li>
<li class="chapter" data-level="1.2.3" data-path="intro-overview.html"><a href="intro-overview.html#intro-shiny"><i class="fa fa-check"></i><b>1.2.3</b> Shiny</a></li>
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<li class="chapter" data-level="1.3" data-path="intro-overview.html"><a href="intro-overview.html#intro-amiss"><i class="fa fa-check"></i><b>1.3</b> Methods Amiss</a><ul>
<li class="chapter" data-level="1.3.1" data-path="intro-overview.html"><a href="intro-overview.html#intro-reactr-vuer"><i class="fa fa-check"></i><b>1.3.1</b> reactR &amp; vueR</a></li>
<li class="chapter" data-level="1.3.2" data-path="intro-overview.html"><a href="intro-overview.html#intro-r2d3"><i class="fa fa-check"></i><b>1.3.2</b> r2d3</a></li>
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<li class="chapter" data-level="2" data-path="prerequisites.html"><a href="prerequisites.html"><i class="fa fa-check"></i><b>2</b> Prerequisites</a><ul>
<li class="chapter" data-level="2.1" data-path="prerequisites.html"><a href="prerequisites.html#basics-package-dev"><i class="fa fa-check"></i><b>2.1</b> R Package Development</a><ul>
<li class="chapter" data-level="2.1.1" data-path="prerequisites.html"><a href="prerequisites.html#basics-create-pkg"><i class="fa fa-check"></i><b>2.1.1</b> Creating a Package</a></li>
<li class="chapter" data-level="2.1.2" data-path="prerequisites.html"><a href="prerequisites.html#basics-metadata"><i class="fa fa-check"></i><b>2.1.2</b> Metadata</a></li>
<li class="chapter" data-level="2.1.3" data-path="prerequisites.html"><a href="prerequisites.html#basics-r-code"><i class="fa fa-check"></i><b>2.1.3</b> R code</a></li>
<li class="chapter" data-level="2.1.4" data-path="prerequisites.html"><a href="prerequisites.html#basics-documentation"><i class="fa fa-check"></i><b>2.1.4</b> Documentation</a></li>
<li class="chapter" data-level="2.1.5" data-path="prerequisites.html"><a href="prerequisites.html#basics-installed-files"><i class="fa fa-check"></i><b>2.1.5</b> Installed files</a></li>
<li class="chapter" data-level="2.1.6" data-path="prerequisites.html"><a href="prerequisites.html#basics-build-load-install"><i class="fa fa-check"></i><b>2.1.6</b> Build, load, and install</a></li>
</ul></li>
<li class="chapter" data-level="2.2" data-path="prerequisites.html"><a href="prerequisites.html#basics-json"><i class="fa fa-check"></i><b>2.2</b> JSON</a><ul>
<li class="chapter" data-level="2.2.1" data-path="prerequisites.html"><a href="prerequisites.html#serialising"><i class="fa fa-check"></i><b>2.2.1</b> Serialising</a></li>
<li class="chapter" data-level="2.2.2" data-path="prerequisites.html"><a href="prerequisites.html#basics-tabular"><i class="fa fa-check"></i><b>2.2.2</b> Tabular Data</a></li>
</ul></li>
<li class="chapter" data-level="2.3" data-path="prerequisites.html"><a href="prerequisites.html#basics-javascript"><i class="fa fa-check"></i><b>2.3</b> JavaScript</a><ul>
<li class="chapter" data-level="2.3.1" data-path="prerequisites.html"><a href="prerequisites.html#basics-chrome-devtools"><i class="fa fa-check"></i><b>2.3.1</b> Developer Tools</a></li>
<li class="chapter" data-level="2.3.2" data-path="prerequisites.html"><a href="prerequisites.html#basics-var-scope"><i class="fa fa-check"></i><b>2.3.2</b> Variable Declaration and Scope</a></li>
<li class="chapter" data-level="2.3.3" data-path="prerequisites.html"><a href="prerequisites.html#basics-object-model"><i class="fa fa-check"></i><b>2.3.3</b> Document Object Model</a></li>
</ul></li>
<li class="chapter" data-level="2.4" data-path="prerequisites.html"><a href="prerequisites.html#basics-shiny"><i class="fa fa-check"></i><b>2.4</b> Shiny</a><ul>
<li class="chapter" data-level="2.4.1" data-path="prerequisites.html"><a href="prerequisites.html#basics-static-files"><i class="fa fa-check"></i><b>2.4.1</b> Serving Static Files</a></li>
<li class="chapter" data-level="2.4.2" data-path="prerequisites.html"><a href="prerequisites.html#basics-htmltools"><i class="fa fa-check"></i><b>2.4.2</b> Htmltools</a></li>
<li class="chapter" data-level="2.4.3" data-path="prerequisites.html"><a href="prerequisites.html#basics-deps-pro-cons"><i class="fa fa-check"></i><b>2.4.3</b> Serving vs. htmltools</a></li>
</ul></li>
</ul></li>
<li class="part"><span><b>II Data Visualisation</b></span></li>
<li class="chapter" data-level="3" data-path="widgets-intro-intro.html"><a href="widgets-intro-intro.html"><i class="fa fa-check"></i><b>3</b> Introduction to Widgets</a><ul>
<li class="chapter" data-level="3.1" data-path="widgets-intro-intro.html"><a href="widgets-intro-intro.html#widgets-plotly"><i class="fa fa-check"></i><b>3.1</b> Plotly package</a></li>
<li class="chapter" data-level="3.2" data-path="widgets-intro-intro.html"><a href="widgets-intro-intro.html#widgets-intro-dt"><i class="fa fa-check"></i><b>3.2</b> DT package</a></li>
<li class="chapter" data-level="3.3" data-path="widgets-intro-intro.html"><a href="widgets-intro-intro.html#widgets-intro-crosstalk"><i class="fa fa-check"></i><b>3.3</b> Crosstalk</a></li>
<li class="chapter" data-level="3.4" data-path="widgets-intro-intro.html"><a href="widgets-intro-intro.html#widgets-intro-conclude"><i class="fa fa-check"></i><b>3.4</b> Wrap-up</a></li>
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<li class="chapter" data-level="4" data-path="widgets-basics.html"><a href="widgets-basics.html"><i class="fa fa-check"></i><b>4</b> Basics of Building Widgets</a><ul>
<li class="chapter" data-level="4.1" data-path="widgets-basics.html"><a href="widgets-basics.html#widgets-basics-study"><i class="fa fa-check"></i><b>4.1</b> Read and Study</a></li>
<li class="chapter" data-level="4.2" data-path="widgets-basics.html"><a href="widgets-basics.html#widgets-basics-candidates"><i class="fa fa-check"></i><b>4.2</b> Candidate Libraries</a><ul>
<li class="chapter" data-level="4.2.1" data-path="widgets-basics.html"><a href="widgets-basics.html#widgets-basics-candidates-plotly"><i class="fa fa-check"></i><b>4.2.1</b> Plotly.js</a></li>
<li class="chapter" data-level="4.2.2" data-path="widgets-basics.html"><a href="widgets-basics.html#widgets-basics-candidates-highcharts"><i class="fa fa-check"></i><b>4.2.2</b> Highchart.js</a></li>
<li class="chapter" data-level="4.2.3" data-path="widgets-basics.html"><a href="widgets-basics.html#widgets-basics-candidates-chart.js"><i class="fa fa-check"></i><b>4.2.3</b> Chart.js</a></li>
</ul></li>
<li class="chapter" data-level="4.3" data-path="widgets-basics.html"><a href="widgets-basics.html#widgets-basics-inner-workings"><i class="fa fa-check"></i><b>4.3</b> How It Works</a></li>
</ul></li>
<li class="chapter" data-level="5" data-path="widgets-first.html"><a href="widgets-first.html"><i class="fa fa-check"></i><b>5</b> Your First Widget</a><ul>
<li class="chapter" data-level="5.1" data-path="widgets-first.html"><a href="widgets-first.html#widgets-first-scaffold"><i class="fa fa-check"></i><b>5.1</b> The Scaffold</a></li>
<li class="chapter" data-level="5.2" data-path="widgets-first.html"><a href="widgets-first.html#widgets-first-htmloutput"><i class="fa fa-check"></i><b>5.2</b> The HTML Output</a></li>
<li class="chapter" data-level="5.3" data-path="widgets-first.html"><a href="widgets-first.html#widgets-first-js-files"><i class="fa fa-check"></i><b>5.3</b> JavaScript Files</a></li>
</ul></li>
<li class="chapter" data-level="6" data-path="widgets-realistic.html"><a href="widgets-realistic.html"><i class="fa fa-check"></i><b>6</b> A Realistic Widget</a><ul>
<li class="chapter" data-level="6.1" data-path="widgets-realistic.html"><a href="widgets-realistic.html#widgets-realistic-deps"><i class="fa fa-check"></i><b>6.1</b> Dependencies</a></li>
<li class="chapter" data-level="6.2" data-path="widgets-realistic.html"><a href="widgets-realistic.html#widgets-realistic-implementation"><i class="fa fa-check"></i><b>6.2</b> Implementation</a></li>
<li class="chapter" data-level="6.3" data-path="widgets-realistic.html"><a href="widgets-realistic.html#widgets-realistic-html-element"><i class="fa fa-check"></i><b>6.3</b> HTML Element</a></li>
</ul></li>
<li class="chapter" data-level="7" data-path="widgets-full.html"><a href="widgets-full.html"><i class="fa fa-check"></i><b>7</b> The Full Monty</a><ul>
<li class="chapter" data-level="7.1" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-deps"><i class="fa fa-check"></i><b>7.1</b> Dependencies</a></li>
<li class="chapter" data-level="7.2" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-js"><i class="fa fa-check"></i><b>7.2</b> JavaScript</a></li>
<li class="chapter" data-level="7.3" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-data"><i class="fa fa-check"></i><b>7.3</b> Working with Data</a></li>
<li class="chapter" data-level="7.4" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-transform-data"><i class="fa fa-check"></i><b>7.4</b> Transforming Data</a><ul>
<li class="chapter" data-level="7.4.1" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-transform-data-js"><i class="fa fa-check"></i><b>7.4.1</b> Using JavaScript</a></li>
<li class="chapter" data-level="7.4.2" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-transform-data-modify"><i class="fa fa-check"></i><b>7.4.2</b> Modify Serialiser</a></li>
<li class="chapter" data-level="7.4.3" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-transform-data-replace"><i class="fa fa-check"></i><b>7.4.3</b> Replace Serialiser</a></li>
<li class="chapter" data-level="7.4.4" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-transform-data-modify-data"><i class="fa fa-check"></i><b>7.4.4</b> Modify the Data</a></li>
<li class="chapter" data-level="7.4.5" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-transform-data-conclusion"><i class="fa fa-check"></i><b>7.4.5</b> Pros and Cons</a></li>
</ul></li>
<li class="chapter" data-level="7.5" data-path="widgets-full.html"><a href="widgets-full.html#widgets-full-on-print"><i class="fa fa-check"></i><b>7.5</b> On Print Method</a></li>
</ul></li>
<li class="chapter" data-level="8" data-path="widgets-adv.html"><a href="widgets-adv.html"><i class="fa fa-check"></i><b>8</b> Advanced Topics</a><ul>
<li class="chapter" data-level="8.1" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-shared"><i class="fa fa-check"></i><b>8.1</b> Shared Variables</a><ul>
<li class="chapter" data-level="8.1.1" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-sizing"><i class="fa fa-check"></i><b>8.1.1</b> Sizing</a></li>
<li class="chapter" data-level="8.1.2" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-sizing-policy"><i class="fa fa-check"></i><b>8.1.2</b> Sizing Policy</a></li>
</ul></li>
<li class="chapter" data-level="8.2" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-resizing"><i class="fa fa-check"></i><b>8.2</b> Resizing</a></li>
<li class="chapter" data-level="8.3" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-prerender"><i class="fa fa-check"></i><b>8.3</b> Pre Render Hooks and Security</a></li>
<li class="chapter" data-level="8.4" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-js"><i class="fa fa-check"></i><b>8.4</b> JavaScript Code</a></li>
<li class="chapter" data-level="8.5" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-prepend-append"><i class="fa fa-check"></i><b>8.5</b> Prepend and Append Content</a></li>
<li class="chapter" data-level="8.6" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-dependencies"><i class="fa fa-check"></i><b>8.6</b> Dependencies</a></li>
<li class="chapter" data-level="8.7" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-compatibility"><i class="fa fa-check"></i><b>8.7</b> Compatibility</a></li>
<li class="chapter" data-level="8.8" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-unit-tests"><i class="fa fa-check"></i><b>8.8</b> Unit Tests</a></li>
<li class="chapter" data-level="8.9" data-path="widgets-adv.html"><a href="widgets-adv.html#widgets-adv-performances"><i class="fa fa-check"></i><b>8.9</b> Performances</a></li>
</ul></li>
<li class="chapter" data-level="9" data-path="linking-widgets.html"><a href="linking-widgets.html"><i class="fa fa-check"></i><b>9</b> Linking Widgets</a><ul>
<li class="chapter" data-level="9.1" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-examples"><i class="fa fa-check"></i><b>9.1</b> Crosstalk Examples</a></li>
<li class="chapter" data-level="9.2" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-req"><i class="fa fa-check"></i><b>9.2</b> Crosstalk Requirements</a></li>
<li class="chapter" data-level="9.3" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-inner-workings"><i class="fa fa-check"></i><b>9.3</b> How it Works</a><ul>
<li class="chapter" data-level="9.3.1" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-keys"><i class="fa fa-check"></i><b>9.3.1</b> Keys</a></li>
<li class="chapter" data-level="9.3.2" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-communication-lines"><i class="fa fa-check"></i><b>9.3.2</b> Communication Lines</a></li>
<li class="chapter" data-level="9.3.3" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-groups"><i class="fa fa-check"></i><b>9.3.3</b> Groups</a></li>
</ul></li>
<li class="chapter" data-level="9.4" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-gio"><i class="fa fa-check"></i><b>9.4</b> Crosstalk with Gio</a></li>
<li class="chapter" data-level="9.5" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-r"><i class="fa fa-check"></i><b>9.5</b> R code</a></li>
<li class="chapter" data-level="9.6" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-js"><i class="fa fa-check"></i><b>9.6</b> JavaScript Code</a><ul>
<li class="chapter" data-level="9.6.1" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-send-keys"><i class="fa fa-check"></i><b>9.6.1</b> Send Selected Keys</a></li>
<li class="chapter" data-level="9.6.2" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-set-keys"><i class="fa fa-check"></i><b>9.6.2</b> Set Selected Keys</a></li>
</ul></li>
<li class="chapter" data-level="9.7" data-path="linking-widgets.html"><a href="linking-widgets.html#linking-widgets-using"><i class="fa fa-check"></i><b>9.7</b> Using Crosstalk with Gio</a></li>
</ul></li>
<li class="chapter" data-level="10" data-path="widgets-final.html"><a href="widgets-final.html"><i class="fa fa-check"></i><b>10</b> Final Revisions</a><ul>
<li class="chapter" data-level="10.1" data-path="widgets-final.html"><a href="widgets-final.html#widgets-final-data"><i class="fa fa-check"></i><b>10.1</b> Htmlwidgets and Data</a></li>
<li class="chapter" data-level="10.2" data-path="widgets-final.html"><a href="widgets-final.html#widgets-final-options"><i class="fa fa-check"></i><b>10.2</b> Plethora of Options</a></li>
<li class="chapter" data-level="10.3" data-path="widgets-final.html"><a href="widgets-final.html#widgets-final-interface"><i class="fa fa-check"></i><b>10.3</b> Interface Design</a></li>
<li class="chapter" data-level="10.4" data-path="widgets-final.html"><a href="widgets-final.html#widgets-final-exercises"><i class="fa fa-check"></i><b>10.4</b> Exercises</a></li>
</ul></li>
<li class="part"><span><b>III Web Development with Shiny</b></span></li>
<li class="chapter" data-level="11" data-path="shiny-intro.html"><a href="shiny-intro.html"><i class="fa fa-check"></i><b>11</b> Bidirectional Communication</a><ul>
<li class="chapter" data-level="11.1" data-path="shiny-intro.html"><a href="shiny-intro.html#shiny-intro-websocket"><i class="fa fa-check"></i><b>11.1</b> WebSocket an Shiny</a></li>
<li class="chapter" data-level="11.2" data-path="shiny-intro.html"><a href="shiny-intro.html#shiny-intro-sessions"><i class="fa fa-check"></i><b>11.2</b> Sessions</a></li>
<li class="chapter" data-level="11.3" data-path="shiny-intro.html"><a href="shiny-intro.html#shiny-intro-example"><i class="fa fa-check"></i><b>11.3</b> Alerts, an example</a><ul>
<li class="chapter" data-level="11.3.1" data-path="shiny-intro.html"><a href="shiny-intro.html#shiny-intro-explore"><i class="fa fa-check"></i><b>11.3.1</b> Explore</a></li>
<li class="chapter" data-level="11.3.2" data-path="shiny-intro.html"><a href="shiny-intro.html#shiny-intro-r-to-js"><i class="fa fa-check"></i><b>11.3.2</b> From R to JavaScript</a></li>
<li class="chapter" data-level="11.3.3" data-path="shiny-intro.html"><a href="shiny-intro.html#shiny-intro-serialise"><i class="fa fa-check"></i><b>11.3.3</b> Serialisation</a></li>
<li class="chapter" data-level="11.3.4" data-path="shiny-intro.html"><a href="shiny-intro.html#shiny-intro-js2r"><i class="fa fa-check"></i><b>11.3.4</b> JavaScript to R</a></li>
</ul></li>
</ul></li>
<li class="chapter" data-level="12" data-path="shiny-complete.html"><a href="shiny-complete.html"><i class="fa fa-check"></i><b>12</b> A Complete Integration</a><ul>
<li class="chapter" data-level="12.1" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-discover"><i class="fa fa-check"></i><b>12.1</b> Discover</a></li>
<li class="chapter" data-level="12.2" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-setup"><i class="fa fa-check"></i><b>12.2</b> Setup</a></li>
<li class="chapter" data-level="12.3" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-dependencies"><i class="fa fa-check"></i><b>12.3</b> Dependencies</a></li>
<li class="chapter" data-level="12.4" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-images"><i class="fa fa-check"></i><b>12.4</b> Static Files</a></li>
<li class="chapter" data-level="12.5" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-skeleton"><i class="fa fa-check"></i><b>12.5</b> Skeleton</a></li>
<li class="chapter" data-level="12.6" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-r2js"><i class="fa fa-check"></i><b>12.6</b> From R to JavaScript</a></li>
<li class="chapter" data-level="12.7" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-js2r"><i class="fa fa-check"></i><b>12.7</b> From JavaScript to R</a></li>
<li class="chapter" data-level="12.8" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-input-handler"><i class="fa fa-check"></i><b>12.8</b> Input handler</a></li>
<li class="chapter" data-level="12.9" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-pkg"><i class="fa fa-check"></i><b>12.9</b> As a Package</a><ul>
<li class="chapter" data-level="12.9.1" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-pkg-deps"><i class="fa fa-check"></i><b>12.9.1</b> Dependencies</a></li>
<li class="chapter" data-level="12.9.2" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-pkg-trigger"><i class="fa fa-check"></i><b>12.9.2</b> Trigger classification</a></li>
<li class="chapter" data-level="12.9.3" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-pkg-js-code"><i class="fa fa-check"></i><b>12.9.3</b> JavaScript code</a></li>
<li class="chapter" data-level="12.9.4" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-pkg-input-handler"><i class="fa fa-check"></i><b>12.9.4</b> Input handler</a></li>
<li class="chapter" data-level="12.9.5" data-path="shiny-complete.html"><a href="shiny-complete.html#shiny-complete-pkg-test"><i class="fa fa-check"></i><b>12.9.5</b> Test</a></li>
</ul></li>
</ul></li>
<li class="chapter" data-level="13" data-path="shiny-tips.html"><a href="shiny-tips.html"><i class="fa fa-check"></i><b>13</b> Tips and Tricks</a><ul>
<li class="chapter" data-level="13.1" data-path="shiny-tips.html"><a href="shiny-tips.html#shiny-tips-events"><i class="fa fa-check"></i><b>13.1</b> Shiny Events</a></li>
<li class="chapter" data-level="13.2" data-path="shiny-tips.html"><a href="shiny-tips.html#shiny-tips-table-btn"><i class="fa fa-check"></i><b>13.2</b> Table Buttons</a></li>
<li class="chapter" data-level="13.3" data-path="shiny-tips.html"><a href="shiny-tips.html#shiny-tips-jQuery"><i class="fa fa-check"></i><b>13.3</b> jQuery</a></li>
</ul></li>
<li class="chapter" data-level="14" data-path="shiny-output.html"><a href="shiny-output.html"><i class="fa fa-check"></i><b>14</b> Custom Outputs</a><ul>
<li class="chapter" data-level="14.1" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-inner-workings"><i class="fa fa-check"></i><b>14.1</b> Inner-workings</a></li>
<li class="chapter" data-level="14.2" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-setup"><i class="fa fa-check"></i><b>14.2</b> Setup</a></li>
<li class="chapter" data-level="14.3" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-r-fun"><i class="fa fa-check"></i><b>14.3</b> Output R Function</a></li>
<li class="chapter" data-level="14.4" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-html"><i class="fa fa-check"></i><b>14.4</b> Generate Output HTML</a></li>
<li class="chapter" data-level="14.5" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-renderer"><i class="fa fa-check"></i><b>14.5</b> Output Renderer</a></li>
<li class="chapter" data-level="14.6" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-binding"><i class="fa fa-check"></i><b>14.6</b> JavaScript Output Binding</a><ul>
<li class="chapter" data-level="14.6.1" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-boxxy-title"><i class="fa fa-check"></i><b>14.6.1</b> Boxxy Title</a></li>
<li class="chapter" data-level="14.6.2" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-boxxy-value"><i class="fa fa-check"></i><b>14.6.2</b> Boxxy Value</a></li>
<li class="chapter" data-level="14.6.3" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-boxxy-bg-color"><i class="fa fa-check"></i><b>14.6.3</b> Boxxy Background Color</a></li>
<li class="chapter" data-level="14.6.4" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-register"><i class="fa fa-check"></i><b>14.6.4</b> Register the Output Binding</a></li>
</ul></li>
<li class="chapter" data-level="14.7" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-usage"><i class="fa fa-check"></i><b>14.7</b> Boxxy Usage</a></li>
<li class="chapter" data-level="14.8" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-inject"><i class="fa fa-check"></i><b>14.8</b> Injecting Dependencies</a></li>
<li class="chapter" data-level="14.9" data-path="shiny-output.html"><a href="shiny-output.html#shiny-output-preprocess"><i class="fa fa-check"></i><b>14.9</b> Preprocessing Custom Outputs</a></li>
</ul></li>
<li class="chapter" data-level="15" data-path="shiny-input.html"><a href="shiny-input.html"><i class="fa fa-check"></i><b>15</b> Custom Inputs</a><ul>
<li class="chapter" data-level="15.1" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-setup"><i class="fa fa-check"></i><b>15.1</b> Setup</a></li>
<li class="chapter" data-level="15.2" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-intro"><i class="fa fa-check"></i><b>15.2</b> Switch Input HTML and Style</a></li>
<li class="chapter" data-level="15.3" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-html"><i class="fa fa-check"></i><b>15.3</b> Generate Input HTML</a></li>
<li class="chapter" data-level="15.4" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-binding"><i class="fa fa-check"></i><b>15.4</b> JavaScript Input Binding</a><ul>
<li class="chapter" data-level="15.4.1" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-find"><i class="fa fa-check"></i><b>15.4.1</b> Find Inputs</a></li>
<li class="chapter" data-level="15.4.2" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-get-id"><i class="fa fa-check"></i><b>15.4.2</b> Get Input Id</a></li>
<li class="chapter" data-level="15.4.3" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-get-value"><i class="fa fa-check"></i><b>15.4.3</b> Get Input Value</a></li>
<li class="chapter" data-level="15.4.4" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-set-value"><i class="fa fa-check"></i><b>15.4.4</b> Set Input Value</a></li>
<li class="chapter" data-level="15.4.5" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-receive-msg"><i class="fa fa-check"></i><b>15.4.5</b> Receive Input Messages</a></li>
<li class="chapter" data-level="15.4.6" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-sub-unsub"><i class="fa fa-check"></i><b>15.4.6</b> Subscribe and Unsubscribe Inputs</a></li>
<li class="chapter" data-level="15.4.7" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-rate-policy"><i class="fa fa-check"></i><b>15.4.7</b> Input Rate Policy</a></li>
<li class="chapter" data-level="15.4.8" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-register"><i class="fa fa-check"></i><b>15.4.8</b> Registering the Input Binding</a></li>
</ul></li>
<li class="chapter" data-level="15.5" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-update"><i class="fa fa-check"></i><b>15.5</b> Update Input</a></li>
<li class="chapter" data-level="15.6" data-path="shiny-input.html"><a href="shiny-input.html#shiny-input-excercise"><i class="fa fa-check"></i><b>15.6</b> Exercise</a></li>
</ul></li>
<li class="chapter" data-level="16" data-path="shiny-cookies.html"><a href="shiny-cookies.html"><i class="fa fa-check"></i><b>16</b> Cookies</a><ul>
<li class="chapter" data-level="16.1" data-path="shiny-cookies.html"><a href="shiny-cookies.html#shiny-cookies-discover"><i class="fa fa-check"></i><b>16.1</b> Discover js-cookie</a></li>
<li class="chapter" data-level="16.2" data-path="shiny-cookies.html"><a href="shiny-cookies.html#shiny-cookies-setup"><i class="fa fa-check"></i><b>16.2</b> Setup Project</a></li>
<li class="chapter" data-level="16.3" data-path="shiny-cookies.html"><a href="shiny-cookies.html#shiny-cookies-javascript"><i class="fa fa-check"></i><b>16.3</b> JavaScript Cookies</a></li>
<li class="chapter" data-level="16.4" data-path="shiny-cookies.html"><a href="shiny-cookies.html#shiny-cookies-r-code"><i class="fa fa-check"></i><b>16.4</b> R Code</a></li>
<li class="chapter" data-level="16.5" data-path="shiny-cookies.html"><a href="shiny-cookies.html#shiny-cookies-exercises"><i class="fa fa-check"></i><b>16.5</b> Exercises</a></li>
</ul></li>
<li class="chapter" data-level="17" data-path="shiny-widgets.html"><a href="shiny-widgets.html"><i class="fa fa-check"></i><b>17</b> Widgets with Shiny</a><ul>
<li class="chapter" data-level="17.1" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-to-r"><i class="fa fa-check"></i><b>17.1</b> Widgets to R</a></li>
<li class="chapter" data-level="17.2" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-handlers"><i class="fa fa-check"></i><b>17.2</b> Input Handlers for Widgets</a></li>
<li class="chapter" data-level="17.3" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-r-to-widgets"><i class="fa fa-check"></i><b>17.3</b> R to Widgets</a><ul>
<li class="chapter" data-level="17.3.1" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-send-data"><i class="fa fa-check"></i><b>17.3.1</b> Send Data from Widgets</a></li>
<li class="chapter" data-level="17.3.2" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-retrieve"><i class="fa fa-check"></i><b>17.3.2</b> Retrieve Widget Instance</a></li>
<li class="chapter" data-level="17.3.3" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-handle-data"><i class="fa fa-check"></i><b>17.3.3</b> Handle Data</a></li>
</ul></li>
<li class="chapter" data-level="17.4" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-proxy"><i class="fa fa-check"></i><b>17.4</b> Proxy Function</a></li>
<li class="chapter" data-level="17.5" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-clear-data"><i class="fa fa-check"></i><b>17.5</b> Clear Data</a></li>
<li class="chapter" data-level="17.6" data-path="shiny-widgets.html"><a href="shiny-widgets.html#shiny-widgets-update"><i class="fa fa-check"></i><b>17.6</b> Update the Widget</a></li>
</ul></li>
<li class="part"><span><b>IV JavaScript for Computations</b></span></li>
<li class="chapter" data-level="18" data-path="v8.html"><a href="v8.html"><i class="fa fa-check"></i><b>18</b> The V8 Engine</a><ul>
<li class="chapter" data-level="18.1" data-path="v8.html"><a href="v8.html#v8-installation"><i class="fa fa-check"></i><b>18.1</b> Installation</a></li>
<li class="chapter" data-level="18.2" data-path="v8.html"><a href="v8.html#v8-basics"><i class="fa fa-check"></i><b>18.2</b> Basics</a></li>
<li class="chapter" data-level="18.3" data-path="v8.html"><a href="v8.html#v8-external"><i class="fa fa-check"></i><b>18.3</b> External Libraries</a></li>
<li class="chapter" data-level="18.4" data-path="v8.html"><a href="v8.html#v8-npm"><i class="fa fa-check"></i><b>18.4</b> NPM Packages</a></li>
<li class="chapter" data-level="18.5" data-path="v8.html"><a href="v8.html#v8-pkg"><i class="fa fa-check"></i><b>18.5</b> Use in Packages</a></li>
</ul></li>
<li class="chapter" data-level="19" data-path="v8-ml.html"><a href="v8-ml.html"><i class="fa fa-check"></i><b>19</b> Machine Learning</a><ul>
<li class="chapter" data-level="19.1" data-path="v8-ml.html"><a href="v8-ml.html#v8-ml-dependency"><i class="fa fa-check"></i><b>19.1</b> Dependency</a></li>
<li class="chapter" data-level="19.2" data-path="v8-ml.html"><a href="v8-ml.html#v8-ml-regression"><i class="fa fa-check"></i><b>19.2</b> Simple Regression</a></li>
<li class="chapter" data-level="19.3" data-path="v8-ml.html"><a href="v8-ml.html#v8-ml-exercises"><i class="fa fa-check"></i><b>19.3</b> Exercises</a></li>
</ul></li>
<li class="part"><span><b>V Robust JavaScript</b></span></li>
<li class="chapter" data-level="20" data-path="webpack-intro.html"><a href="webpack-intro.html"><i class="fa fa-check"></i><b>20</b> Managing JavaScript</a><ul>
<li class="chapter" data-level="20.1" data-path="webpack-intro.html"><a href="webpack-intro.html#webpack-example"><i class="fa fa-check"></i><b>20.1</b> Example</a></li>
<li class="chapter" data-level="20.2" data-path="webpack-intro.html"><a href="webpack-intro.html#webpack-browser"><i class="fa fa-check"></i><b>20.2</b> Transpiling</a></li>
<li class="chapter" data-level="20.3" data-path="webpack-intro.html"><a href="webpack-intro.html#webpack-minification"><i class="fa fa-check"></i><b>20.3</b> Minification</a></li>
<li class="chapter" data-level="20.4" data-path="webpack-intro.html"><a href="webpack-intro.html#webpack-structure"><i class="fa fa-check"></i><b>20.4</b> Bundling and Modules</a></li>
<li class="chapter" data-level="20.5" data-path="webpack-intro.html"><a href="webpack-intro.html#webpack-decouple"><i class="fa fa-check"></i><b>20.5</b> Decoupling</a></li>
<li class="chapter" data-level="20.6" data-path="webpack-intro.html"><a href="webpack-intro.html#webpack-npm"><i class="fa fa-check"></i><b>20.6</b> NPM</a></li>
<li class="chapter" data-level="20.7" data-path="webpack-intro.html"><a href="webpack-intro.html#webpack-conclude"><i class="fa fa-check"></i><b>20.7</b> With R</a></li>
</ul></li>
<li class="chapter" data-level="21" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html"><i class="fa fa-check"></i><b>21</b> Discover Webpack and NPM</a><ul>
<li class="chapter" data-level="21.1" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-install"><i class="fa fa-check"></i><b>21.1</b> Installation</a><ul>
<li class="chapter" data-level="21.1.1" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-install-mac"><i class="fa fa-check"></i><b>21.1.1</b> Mac OS</a></li>
<li class="chapter" data-level="21.1.2" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-install-ubuntu"><i class="fa fa-check"></i><b>21.1.2</b> Ubuntu</a></li>
<li class="chapter" data-level="21.1.3" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-install-windows"><i class="fa fa-check"></i><b>21.1.3</b> Windows</a></li>
<li class="chapter" data-level="21.1.4" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-install-other"><i class="fa fa-check"></i><b>21.1.4</b> Other</a></li>
</ul></li>
<li class="chapter" data-level="21.2" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-setup"><i class="fa fa-check"></i><b>21.2</b> Set Up the App</a></li>
<li class="chapter" data-level="21.3" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-init-npm"><i class="fa fa-check"></i><b>21.3</b> Initialise NPM</a></li>
<li class="chapter" data-level="21.4" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-install-pkgs"><i class="fa fa-check"></i><b>21.4</b> Installing NPM Packages</a></li>
<li class="chapter" data-level="21.5" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-entry-points"><i class="fa fa-check"></i><b>21.5</b> Entry Point and Output</a></li>
<li class="chapter" data-level="21.6" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-conf"><i class="fa fa-check"></i><b>21.6</b> Configuration File</a></li>
<li class="chapter" data-level="21.7" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-npm-scripts"><i class="fa fa-check"></i><b>21.7</b> NPM scripts</a></li>
<li class="chapter" data-level="21.8" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-webpack-mode"><i class="fa fa-check"></i><b>21.8</b> Source maps</a></li>
<li class="chapter" data-level="21.9" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-bundle"><i class="fa fa-check"></i><b>21.9</b> Bundle</a></li>
<li class="chapter" data-level="21.10" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-internal-dependencies"><i class="fa fa-check"></i><b>21.10</b> Internal Dependencies</a></li>
<li class="chapter" data-level="21.11" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-external-dependencies"><i class="fa fa-check"></i><b>21.11</b> External Dependencies</a></li>
<li class="chapter" data-level="21.12" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-import-export"><i class="fa fa-check"></i><b>21.12</b> Import and Export</a><ul>
<li class="chapter" data-level="21.12.1" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-import-export-named"><i class="fa fa-check"></i><b>21.12.1</b> Named</a></li>
<li class="chapter" data-level="21.12.2" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-import-export-default"><i class="fa fa-check"></i><b>21.12.2</b> Default</a></li>
<li class="chapter" data-level="21.12.3" data-path="webpack-intro-discover.html"><a href="webpack-intro-discover.html#webpack-intro-import-export-wrap-up"><i class="fa fa-check"></i><b>21.12.3</b> Wrap-up</a></li>
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<li class="chapter" data-level="22" data-path="packer-overview.html"><a href="packer-overview.html"><i class="fa fa-check"></i><b>22</b> Webpack with R</a><ul>
<li class="chapter" data-level="22.1" data-path="packer-overview.html"><a href="packer-overview.html#packer-principles"><i class="fa fa-check"></i><b>22.1</b> Principles of packer</a></li>
<li class="chapter" data-level="22.2" data-path="packer-overview.html"><a href="packer-overview.html#packer-scaffolds"><i class="fa fa-check"></i><b>22.2</b> Scaffolds</a></li>
<li class="chapter" data-level="22.3" data-path="packer-overview.html"><a href="packer-overview.html#packer-inputs"><i class="fa fa-check"></i><b>22.3</b> Inputs</a></li>
<li class="chapter" data-level="22.4" data-path="packer-overview.html"><a href="packer-overview.html#packer-r-file"><i class="fa fa-check"></i><b>22.4</b> R file</a></li>
<li class="chapter" data-level="22.5" data-path="packer-overview.html"><a href="packer-overview.html#packer-js-files"><i class="fa fa-check"></i><b>22.5</b> JavaScript Files</a></li>
<li class="chapter" data-level="22.6" data-path="packer-overview.html"><a href="packer-overview.html#packer-bundle"><i class="fa fa-check"></i><b>22.6</b> Bundle</a></li>
</ul></li>
<li class="chapter" data-level="23" data-path="packer-adv.html"><a href="packer-adv.html"><i class="fa fa-check"></i><b>23</b> Webpack Advanced</a><ul>
<li class="chapter" data-level="23.1" data-path="packer-adv.html"><a href="packer-adv.html#packer-adv-widgets"><i class="fa fa-check"></i><b>23.1</b> Widgets</a></li>
<li class="chapter" data-level="23.2" data-path="packer-adv.html"><a href="packer-adv.html#packer-adv-shiny-vue"><i class="fa fa-check"></i><b>23.2</b> Shiny with Vue and Bootstrap 4</a><ul>
<li class="chapter" data-level="23.2.1" data-path="packer-adv.html"><a href="packer-adv.html#packer-adv-shiny-vue-setup"><i class="fa fa-check"></i><b>23.2.1</b> Setup</a></li>
<li class="chapter" data-level="23.2.2" data-path="packer-adv.html"><a href="packer-adv.html#packer-adv-shiny-vue-bs4"><i class="fa fa-check"></i><b>23.2.2</b> Bootstrap 4 Installation</a></li>
<li class="chapter" data-level="23.2.3" data-path="packer-adv.html"><a href="packer-adv.html#packer-adv-shiny-vue-code"><i class="fa fa-check"></i><b>23.2.3</b> Vue Code</a></li>
</ul></li>
</ul></li>
<li class="part"><span><b>VI Closing Remarks</b></span></li>
<li class="chapter" data-level="24" data-path="conclusion.html"><a href="conclusion.html"><i class="fa fa-check"></i><b>24</b> Conclusion</a><ul>
<li class="chapter" data-level="24.1" data-path="conclusion.html"><a href="conclusion.html#conclusion-performances"><i class="fa fa-check"></i><b>24.1</b> Performances</a></li>
<li class="chapter" data-level="24.2" data-path="conclusion.html"><a href="conclusion.html#conclusion-trial-and-error"><i class="fa fa-check"></i><b>24.2</b> Trial and Error</a></li>
<li class="chapter" data-level="24.3" data-path="conclusion.html"><a href="conclusion.html#conclusion-ux"><i class="fa fa-check"></i><b>24.3</b> Functionality and UX</a></li>
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<li class="chapter" data-level="" data-path="references.html"><a href="references.html"><i class="fa fa-check"></i>References</a></li>
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          <h1>
            <i class="fa fa-circle-o-notch fa-spin"></i><a href="./">JavaScript for R</a>
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            <section class="normal" id="section-">
<div id="widgets-intro-intro" class="section level1">
<h1><span class="header-section-number">Chapter 3</span> Introduction to Widgets</h1>
<p>This part of the book explores the integration of JavaScript with R using the htmlwidgets package, which focuses on libraries that produce a visual output. It is often used for data visualisation but is not limited to it.</p>
<p>As in future parts of this book, we mainly learn through examples, building multiple widgets of increasing complexity as we progress through the chapters. Before writing the first widget, we explore existing R packages that allow creating interactive data visualisations as this gives a first glimpse at what we ultimately build in this part of the book. Then we explore JavaScript libraries that make great candidates for htmlwidgets and attempt to understand how they work to grasp what is expected from the developer in order to integrate them with R. Finally, we build upon the previous chapter to improve how htmlwidgets work with Shiny.</p>
<p>The htmlwidgets package originates from the rCharts <span class="citation">(Vaidyanathan <a href="#ref-R-rCharts">2013</a>)</span> package created in 2012 by Ramnath Vaidyanathan. It brought together a plethora of data visualisation JavaScript libraries, datamaps, highcharts, morris.js, and many more. Though no longer maintained rCharts ultimately paved the way towards a framework for interactive visualisations in R: two years later, in 2014, Ramnath and other prominent R users start working on htmlwidgets.</p>
<p>The objective of this chapter is to explore existing widgets available on CRAN, discover how they work, whilst focusing on their prominent features as we learn how to implement those in our very own widget in the coming chapters.</p>
<div id="widgets-plotly" class="section level2">
<h2><span class="header-section-number">3.1</span> Plotly package</h2>
<p>The plotly <span class="citation">(Sievert et al. <a href="#ref-R-plotly">2021</a>)</span> R package is probably one of the first and the most popular widget built thus far; it has been downloaded from CRAN 4.9 million times at the time of writing this.</p>
<p>Plotly.js is a substantial library that provides over 40 chart types, including 3D charts, statistical graphs, and maps, all of which are available from the R interface. There is so much depth to plotly that there is an entire <a href="https://plotly-r.com/">book</a> on the topic: <em>Interactive web-based data visualization with R, plotly, and shiny.</em></p>
<p>The very short snippet of code below creates Figure <a href="widgets-intro-intro.html#fig:plotly-scatter-diagram">3.1</a>, an interactive scatter plot.</p>
<div class="sourceCode" id="cb55"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb55-1" title="1"><span class="kw">library</span>(plotly)</a>
<a class="sourceLine" id="cb55-2" title="2"></a>
<a class="sourceLine" id="cb55-3" title="3"><span class="kw">plot_ly</span>(cars, <span class="dt">x =</span> <span class="op">~</span>speed, <span class="dt">y =</span> <span class="op">~</span>dist) <span class="op">%&gt;%</span><span class="st"> </span></a>
<a class="sourceLine" id="cb55-4" title="4"><span class="st">  </span><span class="kw">add_markers</span>()</a></code></pre></div>
<div class="figure" style="text-align: center"><span id="fig:plotly-scatter-diagram"></span>
<div id="htmlwidget-66b98816aeb50eb709d0" style="width:100%;height:415.296px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-66b98816aeb50eb709d0">{"x":{"visdat":{"d9a45573679b":["function () ","plotlyVisDat"]},"cur_data":"d9a45573679b","attrs":{"d9a45573679b":{"x":{},"y":{},"alpha_stroke":1,"sizes":[10,100],"spans":[1,20],"type":"scatter","mode":"markers","inherit":true}},"layout":{"margin":{"b":40,"l":60,"t":25,"r":10},"xaxis":{"domain":[0,1],"automargin":true,"title":"speed"},"yaxis":{"domain":[0,1],"automargin":true,"title":"dist"},"hovermode":"closest","showlegend":false},"source":"A","config":{"showSendToCloud":false},"data":[{"x":[4,4,7,7,8,9,10,10,10,11,11,12,12,12,12,13,13,13,13,14,14,14,14,15,15,15,16,16,17,17,17,18,18,18,18,19,19,19,20,20,20,20,20,22,23,24,24,24,24,25],"y":[2,10,4,22,16,10,18,26,34,17,28,14,20,24,28,26,34,34,46,26,36,60,80,20,26,54,32,40,32,40,50,42,56,76,84,36,46,68,32,48,52,56,64,66,54,70,92,93,120,85],"type":"scatter","mode":"markers","marker":{"color":"rgba(31,119,180,1)","line":{"color":"rgba(31,119,180,1)"}},"error_y":{"color":"rgba(31,119,180,1)"},"error_x":{"color":"rgba(31,119,180,1)"},"line":{"color":"rgba(31,119,180,1)"},"xaxis":"x","yaxis":"y","frame":null}],"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.2,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>
<p class="caption">
FIGURE 3.1: plotly scatter plot
</p>
</div>
<p>Plotly also has the ability to translate static ggplot2 <span class="citation">(Wickham, Chang, et al. <a href="#ref-R-ggplot2">2020</a>)</span> charts to interactive plotly charts with the <code>ggplotly</code> function, as demonstrated in Figure <a href="widgets-intro-intro.html#fig:plotly-ggplotly-diagram">3.2</a>.</p>
<div class="sourceCode" id="cb56"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb56-1" title="1">p &lt;-<span class="st"> </span><span class="kw">ggplot</span>(diamonds, <span class="kw">aes</span>(<span class="dt">x =</span> <span class="kw">log</span>(carat), <span class="dt">y =</span> <span class="kw">log</span>(price))) <span class="op">+</span><span class="st"> </span></a>
<a class="sourceLine" id="cb56-2" title="2"><span class="st">  </span><span class="kw">geom_hex</span>(<span class="dt">bins =</span> <span class="dv">100</span>)</a>
<a class="sourceLine" id="cb56-3" title="3"><span class="kw">ggplotly</span>(p)</a></code></pre></div>
<div class="figure" style="text-align: center"><span id="fig:plotly-ggplotly-diagram"></span>
<div id="htmlwidget-046370ed1a02aed6c21c" style="width:100%;height:415.296px;" class="plotly html-widget"></div>
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<p class="caption">
FIGURE 3.2: Interactive ggplot2 with plotly
</p>
</div>
<p>All plotly charts are initialised with the <code>plot_ly</code> function and work nicely with the magrittr <span class="citation">(Bache and Wickham <a href="#ref-R-magrittr">2020</a>)</span> pipe <code>%&gt;%</code>. This implies that (almost) every function expects a plotly object (the output of <code>plot_ly</code>) and returns a modified version of that object. The pipe makes code easier to read and more concise.</p>
<div class="sourceCode" id="cb57"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb57-1" title="1">p &lt;-<span class="st"> </span><span class="kw">plot_ly</span>(cars, <span class="dt">x =</span> <span class="op">~</span>speed, <span class="dt">y =</span> <span class="op">~</span>dist) </a>
<a class="sourceLine" id="cb57-2" title="2">p &lt;-<span class="st"> </span><span class="kw">add_markers</span>(p)</a></code></pre></div>
<p>Plotly implements geoms in a similar fashion as ggplot2, functions that start in <code>add_</code> add a layer to the plot (e.g.: <code>add_lines</code>, <code>add_bars</code>), making it easy to combine series into a single chart, as in Figure <a href="widgets-intro-intro.html#fig:plotly-layers-diagram">3.3</a>.</p>
<div class="sourceCode" id="cb58"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb58-1" title="1"><span class="kw">plot_ly</span>(mtcars, <span class="dt">x =</span> <span class="op">~</span>disp) <span class="op">%&gt;%</span><span class="st"> </span></a>
<a class="sourceLine" id="cb58-2" title="2"><span class="st">  </span><span class="kw">add_markers</span>(<span class="dt">y =</span> <span class="op">~</span>mpg, <span class="dt">text =</span> <span class="kw">rownames</span>(mtcars)) <span class="op">%&gt;%</span><span class="st"> </span></a>
<a class="sourceLine" id="cb58-3" title="3"><span class="st">  </span><span class="kw">add_lines</span>(<span class="dt">y =</span> <span class="op">~</span><span class="kw">fitted</span>(<span class="kw">loess</span>(mpg <span class="op">~</span><span class="st"> </span>disp)))</a></code></pre></div>
<div class="figure" style="text-align: center"><span id="fig:plotly-layers-diagram"></span>
<div id="htmlwidget-43d7831533c164647d0f" style="width:100%;height:415.296px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-43d7831533c164647d0f">{"x":{"visdat":{"da9a7de0bc2b":["function () ","plotlyVisDat"]},"cur_data":"da9a7de0bc2b","attrs":{"da9a7de0bc2b":{"x":{},"alpha_stroke":1,"sizes":[10,100],"spans":[1,20],"y":{},"type":"scatter","mode":"markers","text":["Mazda RX4","Mazda RX4 Wag","Datsun 710","Hornet 4 Drive","Hornet Sportabout","Valiant","Duster 360","Merc 240D","Merc 230","Merc 280","Merc 280C","Merc 450SE","Merc 450SL","Merc 450SLC","Cadillac Fleetwood","Lincoln Continental","Chrysler Imperial","Fiat 128","Honda Civic","Toyota Corolla","Toyota Corona","Dodge Challenger","AMC Javelin","Camaro Z28","Pontiac Firebird","Fiat X1-9","Porsche 914-2","Lotus Europa","Ford Pantera L","Ferrari Dino","Maserati Bora","Volvo 142E"],"inherit":true},"da9a7de0bc2b.1":{"x":{},"alpha_stroke":1,"sizes":[10,100],"spans":[1,20],"y":{},"type":"scatter","mode":"lines","inherit":true}},"layout":{"margin":{"b":40,"l":60,"t":25,"r":10},"xaxis":{"domain":[0,1],"automargin":true,"title":"disp"},"yaxis":{"domain":[0,1],"automargin":true,"title":"mpg"},"hovermode":"closest","showlegend":true},"source":"A","config":{"showSendToCloud":false},"data":[{"x":[160,160,108,258,360,225,360,146.7,140.8,167.6,167.6,275.8,275.8,275.8,472,460,440,78.7,75.7,71.1,120.1,318,304,350,400,79,120.3,95.1,351,145,301,121],"y":[21,21,22.8,21.4,18.7,18.1,14.3,24.4,22.8,19.2,17.8,16.4,17.3,15.2,10.4,10.4,14.7,32.4,30.4,33.9,21.5,15.5,15.2,13.3,19.2,27.3,26,30.4,15.8,19.7,15,21.4],"type":"scatter","mode":"markers","text":["Mazda RX4","Mazda RX4 Wag","Datsun 710","Hornet 4 Drive","Hornet Sportabout","Valiant","Duster 360","Merc 240D","Merc 230","Merc 280","Merc 280C","Merc 450SE","Merc 450SL","Merc 450SLC","Cadillac Fleetwood","Lincoln Continental","Chrysler Imperial","Fiat 128","Honda Civic","Toyota Corolla","Toyota Corona","Dodge Challenger","AMC Javelin","Camaro Z28","Pontiac Firebird","Fiat X1-9","Porsche 914-2","Lotus Europa","Ford Pantera L","Ferrari Dino","Maserati Bora","Volvo 142E"],"marker":{"color":"rgba(31,119,180,1)","line":{"color":"rgba(31,119,180,1)"}},"error_y":{"color":"rgba(31,119,180,1)"},"error_x":{"color":"rgba(31,119,180,1)"},"line":{"color":"rgba(31,119,180,1)"},"xaxis":"x","yaxis":"y","frame":null},{"x":[71.1,75.7,78.7,79,95.1,108,120.1,120.3,121,140.8,145,146.7,160,160,167.6,167.6,225,258,275.8,275.8,275.8,301,304,318,350,351,360,360,400,440,460,472],"y":[31.8587265478689,30.997160511089,30.4515688818864,30.3978766914933,27.6878765636072,25.7536029023605,24.1266208899877,24.1012302593287,24.0128145822842,21.7855370304885,21.3720222888,21.2095787437194,20.1233661948189,20.1233661948189,19.5876473362003,19.5876473362003,17.8667031510564,17.3361001159279,16.6706159588599,16.6706159588599,16.6706159588599,16.3557242808806,16.3295803630335,16.1508424685288,15.6175774563292,15.5983332500748,15.4036322355415,15.4036322355415,14.3441620745589,13.0380914865063,12.2654317142106,11.7573008148926],"type":"scatter","mode":"lines","marker":{"color":"rgba(255,127,14,1)","line":{"color":"rgba(255,127,14,1)"}},"error_y":{"color":"rgba(255,127,14,1)"},"error_x":{"color":"rgba(255,127,14,1)"},"line":{"color":"rgba(255,127,14,1)"},"xaxis":"x","yaxis":"y","frame":null}],"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.2,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>
<p class="caption">
FIGURE 3.3: Multiple layers with plotly
</p>
</div>
</div>
<div id="widgets-intro-dt" class="section level2">
<h2><span class="header-section-number">3.2</span> DT package</h2>
<p>The DT package <span class="citation">(Xie, Cheng, and Tan <a href="#ref-R-DT">2020</a>)</span> is a wrapper for the <a href="https://datatables.net/">DataTables</a> jQuery plug-in, which allows creating interactive tables from R <code>data.frame</code> objects, it’s as simple as a single line of code (see Figure <a href="widgets-intro-intro.html#fig:plotly-dt-diagram">3.4</a>).</p>
<div class="sourceCode" id="cb59"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb59-1" title="1">DT<span class="op">::</span><span class="kw">datatable</span>(cars)</a></code></pre></div>
<div class="figure" style="text-align: center"><span id="fig:plotly-dt-diagram"></span>
<div id="htmlwidget-4f769f805f74162d9d8f" style="width:100%;height:auto;" class="datatables html-widget"></div>
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<p class="caption">
FIGURE 3.4: Interactive table with DT
</p>
</div>
<p>DT has grown very popular amongst Shiny developers as it allows capturing server-side many of the users’ interactions with the table, such as the selected row, as demonstrated in Figure <a href="widgets-intro-intro.html#fig:dt-example">3.5</a>.</p>
<div class="sourceCode" id="cb60"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb60-1" title="1"><span class="kw">library</span>(DT)</a>
<a class="sourceLine" id="cb60-2" title="2"><span class="kw">library</span>(shiny)</a>
<a class="sourceLine" id="cb60-3" title="3"></a>
<a class="sourceLine" id="cb60-4" title="4">ui &lt;-<span class="st"> </span><span class="kw">fluidPage</span>(</a>
<a class="sourceLine" id="cb60-5" title="5">  <span class="kw">fluidRow</span>(</a>
<a class="sourceLine" id="cb60-6" title="6">    <span class="kw">column</span>(<span class="dv">8</span>, <span class="kw">DTOutput</span>(<span class="st">&quot;myTable&quot;</span>)),</a>
<a class="sourceLine" id="cb60-7" title="7">    <span class="kw">column</span>(</a>
<a class="sourceLine" id="cb60-8" title="8">      <span class="dv">4</span>,</a>
<a class="sourceLine" id="cb60-9" title="9">      <span class="kw">h4</span>(<span class="st">&quot;Indices of selected rows&quot;</span>), </a>
<a class="sourceLine" id="cb60-10" title="10">      <span class="kw">verbatimTextOutput</span>(<span class="st">&quot;selected&quot;</span>)</a>
<a class="sourceLine" id="cb60-11" title="11">    )</a>
<a class="sourceLine" id="cb60-12" title="12">  )</a>
<a class="sourceLine" id="cb60-13" title="13">)</a>
<a class="sourceLine" id="cb60-14" title="14"></a>
<a class="sourceLine" id="cb60-15" title="15">server &lt;-<span class="st"> </span><span class="cf">function</span>(input, output) {</a>
<a class="sourceLine" id="cb60-16" title="16"></a>
<a class="sourceLine" id="cb60-17" title="17">  output<span class="op">$</span>myTable &lt;-<span class="st"> </span><span class="kw">renderDT</span>({</a>
<a class="sourceLine" id="cb60-18" title="18">    <span class="kw">datatable</span>(mtcars)</a>
<a class="sourceLine" id="cb60-19" title="19">  })</a>
<a class="sourceLine" id="cb60-20" title="20"></a>
<a class="sourceLine" id="cb60-21" title="21">  output<span class="op">$</span>selected &lt;-<span class="st"> </span><span class="kw">renderPrint</span>({</a>
<a class="sourceLine" id="cb60-22" title="22">    input<span class="op">$</span>myTable_rows_selected</a>
<a class="sourceLine" id="cb60-23" title="23">  })</a>
<a class="sourceLine" id="cb60-24" title="24"></a>
<a class="sourceLine" id="cb60-25" title="25">}</a>
<a class="sourceLine" id="cb60-26" title="26"></a>
<a class="sourceLine" id="cb60-27" title="27"><span class="kw">shinyApp</span>(ui, server)</a></code></pre></div>
<div class="figure" style="text-align: center"><span id="fig:dt-example"></span>
<img src="images/DT-example.png" alt="DT package example" width="100%" />
<p class="caption">
FIGURE 3.5: DT package example
</p>
</div>
</div>
<div id="widgets-intro-crosstalk" class="section level2">
<h2><span class="header-section-number">3.3</span> Crosstalk</h2>
<p>DT and plotly both fully support the crosstalk package <span class="citation">(Cheng <a href="#ref-R-crosstalk">2016</a>)</span>, a package to enable two widgets to communicate. In the Figure <a href="widgets-intro-intro.html#fig:dt-example-crosstalk">3.6</a>, we use crosstalk to create a “shared dataset” that can be used to create 1) a table with DT, and 2) a scatter plot with plotly. Rows selected in the table are highlighted in the plot and vice versa.</p>
<p>The <code>bscols</code> function is just a convenience function that makes it easy to put the visualisation and table side-by-side.</p>
<div class="sourceCode" id="cb61"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb61-1" title="1"><span class="kw">library</span>(DT)</a>
<a class="sourceLine" id="cb61-2" title="2"><span class="kw">library</span>(plotly)</a>
<a class="sourceLine" id="cb61-3" title="3"><span class="kw">library</span>(crosstalk)</a>
<a class="sourceLine" id="cb61-4" title="4"></a>
<a class="sourceLine" id="cb61-5" title="5">sd &lt;-<span class="st"> </span>SharedData<span class="op">$</span><span class="kw">new</span>(iris[, <span class="kw">c</span>(<span class="st">&quot;Sepal.Length&quot;</span>, <span class="st">&quot;Sepal.Width&quot;</span>)])</a>
<a class="sourceLine" id="cb61-6" title="6"></a>
<a class="sourceLine" id="cb61-7" title="7"><span class="kw">bscols</span>(</a>
<a class="sourceLine" id="cb61-8" title="8">  <span class="dt">device =</span> <span class="st">&quot;lg&quot;</span>,</a>
<a class="sourceLine" id="cb61-9" title="9">  <span class="kw">datatable</span>(sd, <span class="dt">width =</span> <span class="st">&quot;100%&quot;</span>),</a>
<a class="sourceLine" id="cb61-10" title="10">  <span class="kw">plot_ly</span>(sd, <span class="dt">x =</span> <span class="op">~</span>Sepal.Length, <span class="dt">y =</span> <span class="op">~</span>Sepal.Width)</a>
<a class="sourceLine" id="cb61-11" title="11">)</a></code></pre></div>
<div class="figure" style="text-align: center"><span id="fig:dt-example-crosstalk"></span>
<img src="images/dt-crosstalk-intro.png" alt="DT and plotly with crosstalk" width="100%" />
<p class="caption">
FIGURE 3.6: DT and plotly with crosstalk
</p>
</div>
</div>
<div id="widgets-intro-conclude" class="section level2">
<h2><span class="header-section-number">3.4</span> Wrap-up</h2>
<p>These are only two examples of widgets and how they can work together. But we hope this makes a compelling case for building such software as we next learn how to build them, integrate them with crosstalk, Shiny, and much more.</p>

</div>
</div>
<h3>References</h3>
<div id="refs" class="references">
<div id="ref-R-magrittr">
<p>Bache, Stefan Milton, and Hadley Wickham. 2020. <em>Magrittr: A Forward-Pipe Operator for R</em>. <a href="https://CRAN.R-project.org/package=magrittr">https://CRAN.R-project.org/package=magrittr</a>.</p>
</div>
<div id="ref-R-crosstalk">
<p>Cheng, Joe. 2016. <em>Crosstalk: Inter-Widget Interactivity for Html Widgets</em>. <a href="https://CRAN.R-project.org/package=crosstalk">https://CRAN.R-project.org/package=crosstalk</a>.</p>
</div>
<div id="ref-R-plotly">
<p>Sievert, Carson, Chris Parmer, Toby Hocking, Scott Chamberlain, Karthik Ram, Marianne Corvellec, and Pedro Despouy. 2021. <em>Plotly: Create Interactive Web Graphics via ’Plotly.js’</em>. <a href="https://CRAN.R-project.org/package=plotly">https://CRAN.R-project.org/package=plotly</a>.</p>
</div>
<div id="ref-R-rCharts">
<p>Vaidyanathan, Ramnath. 2013. <em>RCharts: Interactive Charts Using Javascript Visualization Libraries</em>.</p>
</div>
<div id="ref-R-ggplot2">
<p>Wickham, Hadley, Winston Chang, Lionel Henry, Thomas Lin Pedersen, Kohske Takahashi, Claus Wilke, Kara Woo, Hiroaki Yutani, and Dewey Dunnington. 2020. <em>Ggplot2: Create Elegant Data Visualisations Using the Grammar of Graphics</em>. <a href="https://CRAN.R-project.org/package=ggplot2">https://CRAN.R-project.org/package=ggplot2</a>.</p>
</div>
<div id="ref-R-DT">
<p>Xie, Yihui, Joe Cheng, and Xianying Tan. 2020. <em>DT: A Wrapper of the Javascript Library ’Datatables’</em>. <a href="https://CRAN.R-project.org/package=DT">https://CRAN.R-project.org/package=DT</a>.</p>
</div>
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